Tools | Transcendent AI

Understanding what the ML models have learned

Models could spread bias and discrimination if you don't know what they have learned. Here we show a technique to prevent it.

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The Fundamental Tool in Machine Learning: Decision Trees

Unlock the power of decision trees! Discover how this simple yet robust tool can revolutionize your data analysis.

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MLFlow + Hydra: A Framework for Experimentation with Python

In this article I share a experimentation framework I work with in my daily job. It uses MLFlow and Hydra to facilitate hypothesis testing.

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Tracking Multiple Experiments with Hydra

In this article we'll explore Hydra, a tool for managing multiple configuration parameters and file when doing machine learning for research

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Modeling Data with Bayesian Statistics

In this article we will go through a quick overview of what Bayesian modeling is and how can we use probabilistic programming to leverage it

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Deploying Machine Learning Models with FastAPI and Docker

In this article, we will see how we can leverage FastAPI and Docker to build a wrapper REST API around ML models and deploy it.

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Practical Machine Learning for Industry

In this article I'll share with you some advice based on personal experience when doing practical machine learning for the industry.

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